Brainstorm word cloud
Terms mined today from the brief, current gallery submissions, past winning projects in related Devpost hackathons and the discussion board. Bigger = more frequent (brief and winners weigh more). Click a word to see winning projects that mention it.
token factory · pakistan · billing · physical · infrastructure · track · plan · robot · helping · credits · card · participant · system · practical · missing · route · cloud · open source · onboarding blocked · factory access · builders · models · country · supported · API · clarification
Past winners in related hackathons
Winner-badged projects from ended Devpost hackathons that share a theme with this one. Read a few before you pick an idea.
- SafeHer — Not just the fastest route — the safest one (Zero Origin)
- RoofGrid — Turn any rooftop into a practical, data-driven solar plan. (InfinityX Global Hackathon 2K26)
- SafeServe — Cooking meals safely through imitation learning and LTL-based verification. (Revolute Hackathon)
- ScaleFlow — ScaleFlow dynamically scales cloud resources during traffic spikes, distributes workloads across healthy instances, monitors infrastructure, and enables automated failure recovery. (Zero Origin)
- MediAudit AI — Snap a photo of your confusing medical bill and then MediAudit AI turns it into plain English, a checklist, and the exact words to say, so anyone can question an unfair charge. (InfinityX Global Hackathon 2K26)
- YesChef — Say "Hey Chef, make me a sandwich," and let the robot do the work! (Revolute Hackathon)
- SmartServe AI — SmartServe AI predicts food demand and recommends preparation quantities using AI, helping restaurants reduce food waste, lower costs, and plan smarter. (Zero Origin)
- Camleaf — An offline progressive web app to diagnose crop leaf diseases in <60 milliseconds with zero cell signal and calculate knapsack sprayer doses for rural farmers. (InfinityX Global Hackathon 2K26)
- Toastability — Using a robot arm to make toasted peanut butter and jelly sandwiches for users with disabilities that impact their ability to cook. (Revolute Hackathon)
- CareBridge AI — CareBridge AI detects missing, changed, and conflicting patient information during healthcare handoffs, helping clinicians quickly verify critical details and improve care continuity. (Zero Origin)
- Ambulancify — "Track Faster.Treat Sooner" (Zero Origin)
- SmartQueue — SMARTQUEUE : Intelligent DynamicQueue Management System (Zero Origin)
Judging criteria
Criteria as listed on the official page; weights are not stated there, so they are drawn equal. source ↗
How well is the project built, and how effectively does it use Nebius Token Factory or AI Cloud model(s), and NVIDIA Nemotron as part of the solution?
Does the project deliver a complete, coherent product experience not just a technical proof of concept?
Does the project make a credible, specific case for solving a real problem for a real audience and does the solution actually address it based on what's demonstrated?
Is this a creative, non-obvious use of Nebius Token Factory or AI Cloud model(s), and NVIDIA Nemotron and does the team show genuine understanding of the problem space?
Timeline
Submission period (from Devpost): Aug 26 - Oct 30, 2026. Deadline: Deadline: Oct 30, 2026 @ 10:00am PDT.
How a beginner can ship
- Read the rules page
Check eligibility, team rules and what must be submitted.
- Pick one idea from the word cloud
Choose one problem and one user; cut everything else.
- Build the smallest working version
One flow that works end to end beats five half features.
- Record the demo early
Most Devpost judging leans on the video and description.
From the discussion board
- Pakistan-based participants: unable to activate Nebius Token Factory (billing country not supported)
- Onboarding Blocked: Pakistan missing from Country of Residence menu
- HI I AM NEW IN THIS
- Is there a way to get API credits without a US card?
- Does the demo need to stay live between submission and judging?
- how many team members we have in our team?
- Looking for an international teammate
- Asking for exception
- how can we get the nebius api without card
- Pakistan participant: eligibility and required Nebius access clarification
- Pakistan not supported for Token Factory billing, how can I submit?
- Nebius Deployment Clarification
Discussion 0
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